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Multi-Attribute Open Set Recognition


Aug 14, 2022
Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Claudia Blaiotta, Mauricio Munoz, Volker Fischer

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* Accepted for publication at German Conference for Pattern Recognition (GCPR) 2022 

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Overcoming Shortcut Learning in a Target Domain by Generalizing Basic Visual Factors from a Source Domain


Jul 20, 2022
Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Claudia Blaiotta, Mauricio Munoz, Volker Fischer

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* Accepted for publication at European Conference on Computer Vision (ECCV) 2022 

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Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness


Mar 25, 2022
Giulio Lovisotto, Nicole Finnie, Mauricio Munoz, Chaithanya Kumar Mummadi, Jan Hendrik Metzen

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* to be published in IEEE/CVF Conference on Computer Vision and Pattern Recognition 2022, CVPR22 

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DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities


Aug 12, 2021
Elias Eulig, Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Kilian Rambach, William Beluch, Xiahan Shi, Volker Fischer

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* Accepted for publication at IEEE International Conference on Computer Vision (ICCV) 2021 

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Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation


Jun 28, 2021
Chaithanya Kumar Mummadi, Robin Hutmacher, Kilian Rambach, Evgeny Levinkov, Thomas Brox, Jan Hendrik Metzen

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* 16 pages, 5 figures, 7 tables 

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Does enhanced shape bias improve neural network robustness to common corruptions?


Apr 20, 2021
Chaithanya Kumar Mummadi, Ranjitha Subramaniam, Robin Hutmacher, Julien Vitay, Volker Fischer, Jan Hendrik Metzen

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* 20 pages, 9 figures, 12 tables, accepted at ICLR 2021 

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SELF: Learning to Filter Noisy Labels with Self-Ensembling


Oct 04, 2019
Duc Tam Nguyen, Chaithanya Kumar Mummadi, Thi Phuong Nhung Ngo, Thi Hoai Phuong Nguyen, Laura Beggel, Thomas Brox

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Group Pruning using a Bounded-Lp norm for Group Gating and Regularization


Aug 09, 2019
Chaithanya Kumar Mummadi, Tim Genewein, Dan Zhang, Thomas Brox, Volker Fischer

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* German Conference on Pattern Recognition (GCPR) 2019, 12 main pages, 3 pages of appendix, 4 figures, 2 tables 

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Defending against Universal Perturbations with Shared Adversarial Training


Dec 10, 2018
Chaithanya Kumar Mummadi, Thomas Brox, Jan Hendrik Metzen

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